"Unbelievable." Sarah muttered, the word a tight, strangled sound. She’d been enjoying a rare afternoon of quiet in her favorite armchair, a mug of chamomile tea warming her hands, when the link had arrived in her inbox. A click and it had all exploded into view. Her diary, digitized and public, accessible to anyone with an internet connection. The thought sent a shiver through her.

Her fingers trembled as she scrolled through the entries. Her adolescent self, raw and vulnerable, was exposed to the world. A flush of heat crept up her neck, staining her cheeks a furious red. She felt a profound sense of exposure, like she was standing naked in a crowded street.

She slammed the laptop shut, the abrupt action making her jump. She needed air. Rising, she paced the length of her living room, her steps uneven, her hands repeatedly clenching and unclenching.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

This story is one of 1,000 stories generated for the emotion offended. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 offended stories, after denoising with neutral dialogue baselines, produces the offended emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the offended vector is projected through the unembedding matrix.

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203